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03/19/2023
Generative Adversarial Classification Network with Application to Network Traffic Classification
Large datasets in machine learning often contain missing data, which nec...
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04/30/2021
Flow-Packet Hybrid Traffic Classification for Class-Aware Network Routing
Network traffic classification using machine learning techniques has bee...
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01/12/2021
Queue-Learning: A Reinforcement Learning Approach for Providing Quality of Service
End-to-end delay is a critical attribute of quality of service (QoS) in ...
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08/21/2020
Reinforcement Learning-based Admission Control in Delay-sensitive Service Systems
Ensuring quality of service (QoS) guarantees in service systems is a cha...
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06/29/2020
Probabilistic Bounds on the End-to-End Delay of Service Function Chains using Deep MDN
Ensuring the conformance of a service system's end-to-end delay to servi...
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12/18/2019
Real-Time Prediction of Delay Distribution in Service Systems using Mixture Density Networks
Motivated by interest in providing more efficient services in customer s...
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11/08/2017